updating rst files (aws#3619)

hchings · Oct 7, 2022 · f1fe550 · f1fe550
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diff --git a/advanced_functionality/index.rst b/advanced_functionality/index.rst
@@ -0,0 +1,103 @@
+Advanced Functionality
+=================================
+
+.. raw:: html
+
+    <div style="position: relative; padding-bottom: 5%; height: 0; overflow: hidden; max-width: 100%; height: auto;">
+        <iframe width="560" height="315" src="https://www.youtube.com/embed/wiDHCWVrjCU" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+    </div>
+
+
+Advanced Algorithms
+-------------------------------------------
+
+.. toctree::
+   :maxdepth: 1
+
+   pytorch_bring_your_own_gan/build_gan_with_pytorch
+   pytorch_deploy_pretrained_bert_model/pytorch_deploy_pretrained_bert_model
+   mxnet_mnist_byom/mxnet_mnist
+
+
+
+Parallelism with Data Distribution
+--------------------------------
+
+.. toctree::
+   :maxdepth: 1
+
+   data_distribution_types/data_distribution_types
+
+
+Multi-Model Endpoints
+-------------------------
+
+.. toctree::
+   :maxdepth: 1
+
+   multi_model_pytorch/pytorch_multi_model_endpoint
+   multi_model_catboost/multi_model_catboost
+
+Prebuilt Deep Learning Containers
+--------------------------------
+
+.. toctree::
+   :maxdepth: 1
+
+   autogluon-tabular-containers/AutoGluon_Tabular_SageMaker_Containers
+
+
+SageMaker Pipeline
+--------------------------------
+
+.. toctree::
+   :maxdepth: 1
+
+   autogluon-sagemaker-pipeline/sagemaker-pipelines-project
+
+
+Multi Container Endpoint
+--------------------------------
+
+.. toctree::
+   :maxdepth: 1
+
+   multi-container-endpoint/direct-invocation/multi-container-direct-invocation
+
+
+Bring Your Own Algorithm Container
+--------------------------------
+
+.. toctree::
+   :maxdepth: 1
+
+   multi_model_bring_your_own/multi_model_endpoint_bring_your_own
+
+
+Bring Your Own Pipe-Mode Algorithm
+-------------------------------------
+
+.. toctree::
+   :maxdepth: 1
+
+   pipe_bring_your_own/pipe_bring_your_own
+
+
+Bring Your Own Model
+-------------------------------------
+
+.. toctree::
+   :maxdepth: 1
+
+   scikit_learn_bring_your_own_model/scikit_learn_bring_your_own_model
+
+
+Casual Inference Container
+-------------------------------------
+
+.. toctree::
+   :maxdepth: 1
+
+   causal-inference/causal-inference-container
+
+
diff --git a/autopilot/index.rst b/autopilot/index.rst
@@ -9,6 +9,9 @@ Get started with Autopilot
    sagemaker_autopilot_direct_marketing
    sagemaker_autopilot_abalone_parquet_input
    sagemaker_autopilot_neo4j_portfolio_churn
+   autopilot_customer_churn_high_level_with_evaluation
+   autopilot_california_housing
+   autopilot_customer_churn
 
 
 Feature selection

diff --git a/aws_sagemaker_studio/index.rst b/aws_sagemaker_studio/index.rst
@@ -19,8 +19,22 @@ Basic training example for SageMaker Studio
    :maxdepth: 1
 
    sagemaker_algorithms/linear_learner_mnist/linear_learner_mnist
+   getting_started/xgboost_customer_churn_studio
 
 
+SageMaker-Debugger
+-------------------------------------------
+
+.. toctree::
+   :maxdepth: 1
+
+   sagemaker_debugger/mnist_tensor_plot/mnist-tensor-plot
+   sagemaker_debugger/mxnet_realtime_analysis/mxnet-realtime-analysis
+   sagemaker_debugger/tensorflow_builtin_rule/tf-mnist-builtin-rule
+   sagemaker_debugger/pytorch_profiling/pt-resnet-profiling-single-gpu-single-node
+   sagemaker_debugger/tensorflow_action_on_rule/detect_stalled_training_job_and_actions
+   sagemaker_debugger/tensorflow2/tensorflow2_keras_custom_container/tf2-keras-custom-container
+
 
 Framework examples
 =======================
@@ -32,6 +46,7 @@ Framework examples
    frameworks/mxnet_mnist/mxnet_mnist_with_batch_transform
    frameworks/mxnet_onnx_ei/mxnet_onnx_ei
    frameworks/pytorch_cnn_cifar10/pytorch_cnn_cifar10
+   frameworks/tensorflow_mnist/tensorflow_mnist
 
 
 Model compilation with Neo

diff --git a/frameworks/index.rst b/frameworks/index.rst
@@ -0,0 +1,7 @@
+Getting Started with MXNet and Gluon
+=====================================
+
+.. toctree::
+   :maxdepth: 1
+
+   frameworks/mxnet/get_started_mnist_train
diff --git a/index.rst b/index.rst
@@ -105,6 +105,11 @@ More examples
    aws_sagemaker_studio/index
    sagemaker-lineage/index
 
+.. toctree::
+   :maxdepth: 1
+   :caption: Introduction to Amazon Algorithms
+
+   introduction_to_amazon_algorithms/index
 
 .. toctree::
    :maxdepth: 1
@@ -192,7 +197,7 @@ More examples
    :caption: Inference
 
    inference/index
-
+   model-governance/index
 
 .. toctree::
    :maxdepth: 1
@@ -203,6 +208,12 @@ More examples
    sagemaker-spark/index
    step-functions-data-science-sdk/index
 
+.. toctree::
+   :maxdepth: 1
+   :caption: Advanced Functionality
+
+   advanced_functionality/index
+   serverless-inference/index
 
 .. toctree::
    :maxdepth: 1
@@ -212,15 +223,8 @@ More examples
    scientific_details_of_algorithms/index
    aws_marketplace/index
 
-
-
 .. toctree::
    :maxdepth: 1
    :caption: Community examples
 
    contrib/index
-
-
-
-
-
diff --git a/inference/index.rst b/inference/index.rst
@@ -62,6 +62,18 @@ Elastic inference
    ../sagemaker-python-sdk/mxnet_onnx_eia/mxnet_onnx_eia
 
 
+Inference-Recommender
+----------------------
+
+.. toctree::
+   :maxdepth: 1
+
+   ../sagemaker-inference-recommender/inference-recommender
+   ../sagemaker-inference-recommender/xgboost/xgboost-inference-recommender
+   ../sagemaker-inference-recommender/sklearn-inference-recommender/sklearn-inference-recommender
+   ../sagemaker-inference-recommender/tensorflow-cloudwatch/tf-cloudwatch-inference-recommender
+   ../sagemaker-inference-recommender/huggingface-inference-recommender/huggingface-inference-recommender
+
 Endpoints
 ---------
 

diff --git a/introduction_to_amazon_algorithms/index.rst b/introduction_to_amazon_algorithms/index.rst
@@ -0,0 +1,91 @@
+Introduction to Amazon Algorithms
+=================================
+
+.. raw:: html
+
+    <div style="position: relative; padding-bottom: 5%; height: 0; overflow: hidden; max-width: 100%; height: auto;">
+        <iframe width="560" height="315" src="https://www.youtube.com/embed/wiDHCWVrjCU" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+    </div>
+
+
+Introduction to SageMaker JumpStart
+-------------------------------------------
+
+.. toctree::
+   :maxdepth: 1
+
+   jumpstart_machine_translation/Amazon_JumpStart_Machine_Translation
+   sagemaker-jumpstart/nlp_score_dashboard_sec/sec-dashboard/SEC_Section_Extraction_Functions
+   ../sagemaker-jumpstart/financial_tabtext_construction/SEC_Retrieval_Summarizer_Scoring
+   ../sagemaker-jumpstart/multimodal_tabtext/PPP_tabtext_ML
+   ../sagemaker-jumpstart/multicategory_sec/SEC_MNIST_ML
+
+
+Built-In Algorithm
+-------------------------
+
+.. toctree::
+   :maxdepth: 1
+
+   linear_learner_abalone/Linear_Learner_Regression_csv_format
+   ../aws_sagemaker_studio/introduction_to_amazon_algorithms/xgboost_abalone/xgboost_managed_spot_training
+   ../aws_sagemaker_studio/introduction_to_amazon_algorithms/xgboost_abalone/xgboost_abalone_dist_script_mode
+   ../aws_sagemaker_studio/introduction_to_amazon_algorithms/xgboost_abalone/xgboost_abalone
+   ../aws_sagemaker_studio/introduction_to_amazon_algorithms/xgboost_abalone/xgboost_parquet_input_training
+   introduction_to_applying_machine_learning/breast_cancer_prediction/Breast Cancer Prediction
+   introduction_to_applying_machine_learning/lightgbm_catboost_tabtransformer_autogluon_churn/churn-prediction-lightgbm-catboost-tabtransformer-autogluon
+   introduction_to_applying_machine_learning/ensemble_modeling/EnsembleLearnerCensusIncome
+   introduction_to_applying_machine_learning/huggingface_sentiment_classification/huggingface_sentiment
+
+Time Series
+-------------------------------------------
+
+.. toctree::
+   :maxdepth: 1
+
+   forecasting_services_comparison/deepar_example
+
+Tabular
+-------------------------------------------
+
+.. toctree::
+   :maxdepth: 1
+
+   xgboost_linear_learner_tabular/Amazon_Tabular_Regression_XGBoost_LinearLearner
+   xgboost_linear_learner_tabular/Amazon_Tabular_Classification_XGBoost_LinearLearner
+   lightgbm_catboost_tabular/Amazon_Tabular_Regression_LightGBM_CatBoost
+   lightgbm_catboost_tabular/Amazon_Tabular_Classification_LightGBM_CatBoost
+   autogluon_tabular/Amazon_Tabular_Regression_AutoGluon
+   autogluon_tabular/Amazon_Tabular_Classification_AutoGluon
+   tabtransformer_tabular/Amazon_Tabular_Regression_TabTransformer
+   tabtransformer_tabular/Amazon_Tabular_Classification_TabTransformer
+
+
+Text
+-------------------------------------------
+
+.. toctree::
+   :maxdepth: 1
+
+   jumpstart_text_embedding/Amazon_JumpStart_Text_Embedding
+   jumpstart_text_summarization/Amazon_JumpStart_Text_Summarization
+   jumpstart_question_answering/Amazon_JumpStart_Question_Answering
+   jumpstart_sentence_pair_classification/Amazon_JumpStart_Sentence_Pair_Classification
+   jumpstart_text_classification/Amazon_JumpStart_Text_Classification
+   jumpstart_text_generation/Amazon_JumpStart_Text_Generation
+
+
+Vision
+-------------------------------------------
+
+.. toctree::
+   :maxdepth: 1
+
+   image_classification_tensorflow/Amazon_TensorFlow_Image_Classification
+   jumpstart_image_embedding/Amazon_JumpStart_Image_Embedding
+   jumpstart_semantic_segmentation/Amazon_JumpStart_Semantic_Segmentation_Extract_Image
+   jumpstart_object_detection/Amazon_JumpStart_Object_Detection
+   jumpstart_semantic_segmentation/Amazon_JumpStart_Semantic_Segmentation
+   jumpstart_instance_segmentation/Amazon_JumpStart_Instance_Segmentation
+   jumpstart_named_entity_recognition/Amazon_JumpStart_Named_Entity_Recognition
+   jumpstart_instance_segmentation/Amazon_JumpStart_Instance_Segmentation
diff --git a/introduction_to_applying_machine_learning/index.rst b/introduction_to_applying_machine_learning/index.rst
@@ -0,0 +1,10 @@
+Applying ML Algorithms
+------------------------------
+
+.. toctree::
+   :maxdepth: 1
+
+   introduction_to_applying_machine_learning/breast_cancer_prediction/Breast Cancer Prediction
+   lightgbm_catboost_tabtransformer_autogluon_churn/churn-prediction-lightgbm-catboost-tabtransformer-autogluon
+   introduction_to_applying_machine_learning/ensemble_modeling/EnsembleLearnerCensusIncome
+   introduction_to_applying_machine_learning/huggingface_sentiment_classification/huggingface_sentiment
diff --git a/ml-lifecycle/index.rst b/ml-lifecycle/index.rst
@@ -0,0 +1,7 @@
+Feature Store
+---------------------------
+
+.. toctree::
+   :maxdepth: 1
+
+   feature_store/FS_demo
diff --git a/model-governance/index.rst b/model-governance/index.rst
@@ -0,0 +1,7 @@
+Model Governance
+---------------------
+
+.. toctree::
+   :maxdepth: 0
+
+   model_governance_graph
diff --git a/r_examples/index.rst b/r_examples/index.rst
@@ -10,3 +10,7 @@ R Examples
    r_batch_transform/r_xgboost_batch_transform
    r_xgboost_hpo_batch_transform/r_xgboost_hpo_batch_transform
    r_byo_r_algo_hpo/tune_r_bring_your_own
+   r_serving_with_plumber/Plumber_Example
+   r_sagemaker_binary_classification_algorithms/R_binary_classification_algorithms_comparison
+   r_serving_with_fastapi/FastAPI_Example
+   r_serving_with_restrserve/RestRServe_Example
diff --git a/reinforcement_learning/index.rst b/reinforcement_learning/index.rst
@@ -177,6 +177,17 @@ Play global thermonuclear war with a computer.
    rl_tic_tac_toe_coach_customEnv/rl_tic_tac_toe_coach_customEnv
 
 
+Stock Trading
+------------
+
+Try stock trading with SageMaker RL.
+
+.. toctree::
+   :maxdepth: 0
+
+   rl_stock_trading_coach_customEnv/rl_stock_trading_coach_customEnv
+
+
 Traveling salesman problem
 --------------------------
 

diff --git a/sagemaker-debugger/index.rst b/sagemaker-debugger/index.rst
@@ -25,6 +25,7 @@ Profiling
 
    debugger_interactive_analysis_profiling/interactive_analysis_profiling_data
    tensorflow_nlp_sentiment_analysis/sentiment-analysis-tf-distributed-training-bringyourownscript
+   pytorch_profiling/pt-resnet-profiling-single-gpu-single-node
 
 ----
 
@@ -77,6 +78,7 @@ TensorFlow 1.x
   tensorflow_action_on_rule/detect_stalled_training_job_and_stop
   tensorflow_action_on_rule/tf-mnist-stop-training-job
   tensorflow_keras_custom_rule/tf-keras-custom-rule
+  tensorflow_action_on_rule/detect_stalled_training_job_and_actions
 
 
 PyTorch

diff --git a/sagemaker-experiments/index.rst b/sagemaker-experiments/index.rst
@@ -35,3 +35,11 @@ Search
    :maxdepth: 1
 
    ../advanced_functionality/search/ml_experiment_management_using_search
+
+Hyperparameter Tuning Job
+=========================
+
+.. toctree::
+   :maxdepth: 1
+
+   associate-hyper-parameter-tuning-job/associate-hyperparameter-tuning-job